In [1]:
#Import Libraries

%run libraries.ipynb
In [2]:
#Import Visialization Functions

%run visualization.ipynb
In [3]:
#Load Dataset
df = pd.read_csv('~/Documents/Projects/DataJobs/jobs_in_data.csv')
In [4]:
#Analyze and visualize

avg_salary_distribution(df)
distribution_exp_level(df)
exp_level_salary_dist(df)
avg_salary_region(df)
+--------------------------+--------------------------------+------------------+
| Employee Country         | Job Category                   |   Average Salary |
+==========================+================================+==================+
| Vietnam                  | Machine Learning and AI        |          44200   |
+--------------------------+--------------------------------+------------------+
| Sweden                   | Machine Learning and AI        |         105000   |
+--------------------------+--------------------------------+------------------+
| American Samoa           | Machine Learning and AI        |          45555   |
+--------------------------+--------------------------------+------------------+
| Italy                    | Machine Learning and AI        |          50909.9 |
+--------------------------+--------------------------------+------------------+
| Iraq                     | Machine Learning and AI        |         100000   |
+--------------------------+--------------------------------+------------------+
| Iran                     | Machine Learning and AI        |         100000   |
+--------------------------+--------------------------------+------------------+
| Moldova                  | Machine Learning and AI        |          66500   |
+--------------------------+--------------------------------+------------------+
| Portugal                 | Machine Learning and AI        |          51307.7 |
+--------------------------+--------------------------------+------------------+
| Puerto Rico              | Machine Learning and AI        |         166000   |
+--------------------------+--------------------------------+------------------+
| Qatar                    | Machine Learning and AI        |         300000   |
+--------------------------+--------------------------------+------------------+
| Romania                  | Machine Learning and AI        |          43250   |
+--------------------------+--------------------------------+------------------+
| France                   | Machine Learning and AI        |          75881.9 |
+--------------------------+--------------------------------+------------------+
| Finland                  | Machine Learning and AI        |          80000   |
+--------------------------+--------------------------------+------------------+
| South Korea              | Machine Learning and AI        |          47000   |
+--------------------------+--------------------------------+------------------+
| Czech Republic           | Machine Learning and AI        |          59999.5 |
+--------------------------+--------------------------------+------------------+
| Croatia                  | Machine Learning and AI        |          56250   |
+--------------------------+--------------------------------+------------------+
| Denmark                  | Machine Learning and AI        |         200000   |
+--------------------------+--------------------------------+------------------+
| Colombia                 | Machine Learning and AI        |          79115.2 |
+--------------------------+--------------------------------+------------------+
| Canada                   | Machine Learning and AI        |         149647   |
+--------------------------+--------------------------------+------------------+
| United Arab Emirates     | Machine Learning and AI        |         100000   |
+--------------------------+--------------------------------+------------------+
| Australia                | Machine Learning and AI        |         156690   |
+--------------------------+--------------------------------+------------------+
| Uganda                   | Machine Learning and AI        |          36000   |
+--------------------------+--------------------------------+------------------+
| Belgium                  | Machine Learning and AI        |          87416.7 |
+--------------------------+--------------------------------+------------------+
| Bosnia and Herzegovina   | Machine Learning and AI        |         120000   |
+--------------------------+--------------------------------+------------------+
| Brazil                   | Machine Learning and AI        |          88936.8 |
+--------------------------+--------------------------------+------------------+
| Bolivia                  | Machine Learning and AI        |          75000   |
+--------------------------+--------------------------------+------------------+
| Lithuania                | Machine Learning and AI        |          91620   |
+--------------------------+--------------------------------+------------------+
| Thailand                 | Machine Learning and AI        |          37500   |
+--------------------------+--------------------------------+------------------+
| Malaysia                 | Leadership and Management      |         200000   |
+--------------------------+--------------------------------+------------------+
| Mexico                   | Leadership and Management      |         105556   |
+--------------------------+--------------------------------+------------------+
| Latvia                   | Data Science and Research      |          54300   |
+--------------------------+--------------------------------+------------------+
| Uzbekistan               | Data Science and Research      |          82000   |
+--------------------------+--------------------------------+------------------+
| United Kingdom           | Data Science and Research      |          91931.3 |
+--------------------------+--------------------------------+------------------+
| Spain                    | Data Science and Research      |          54949.3 |
+--------------------------+--------------------------------+------------------+
| Russia                   | Data Science and Research      |          79110.3 |
+--------------------------+--------------------------------+------------------+
| Turkey                   | Data Science and Research      |         155000   |
+--------------------------+--------------------------------+------------------+
| Pakistan                 | Data Science and Research      |          36966.7 |
+--------------------------+--------------------------------+------------------+
| Philippines              | Data Science and Research      |          57690   |
+--------------------------+--------------------------------+------------------+
| Tunisia                  | Data Science and Research      |          89500   |
+--------------------------+--------------------------------+------------------+
| Switzerland              | Data Science and Research      |          95200   |
+--------------------------+--------------------------------+------------------+
| Serbia                   | Data Science and Research      |          21600   |
+--------------------------+--------------------------------+------------------+
| Saudi Arabia             | Data Science and Research      |         134999   |
+--------------------------+--------------------------------+------------------+
| Netherlands              | Data Science and Research      |          73485.7 |
+--------------------------+--------------------------------+------------------+
| Algeria                  | Data Science and Research      |         100000   |
+--------------------------+--------------------------------+------------------+
| Jersey                   | Data Science and Research      |         100000   |
+--------------------------+--------------------------------+------------------+
| Ireland                  | Data Science and Research      |         105500   |
+--------------------------+--------------------------------+------------------+
| Dominican Republic       | Data Science and Research      |         110000   |
+--------------------------+--------------------------------+------------------+
| Ecuador                  | Data Science and Research      |          16000   |
+--------------------------+--------------------------------+------------------+
| Austria                  | Data Science and Research      |          65833.3 |
+--------------------------+--------------------------------+------------------+
| Greece                   | Data Science and Research      |          51500   |
+--------------------------+--------------------------------+------------------+
| Cyprus                   | Data Science and Research      |          59000   |
+--------------------------+--------------------------------+------------------+
| Andorra                  | Data Science and Research      |          47000   |
+--------------------------+--------------------------------+------------------+
| Japan                    | Data Science and Research      |         135500   |
+--------------------------+--------------------------------+------------------+
| Chile                    | Data Management and Strategy   |         105000   |
+--------------------------+--------------------------------+------------------+
| Germany                  | Data Engineering               |          90421.7 |
+--------------------------+--------------------------------+------------------+
| New Zealand              | Data Engineering               |         125000   |
+--------------------------+--------------------------------+------------------+
| Argentina                | Data Engineering               |          56444.4 |
+--------------------------+--------------------------------+------------------+
| Hong Kong                | Data Engineering               |          48000   |
+--------------------------+--------------------------------+------------------+
| Peru                     | Data Engineering               |          27000   |
+--------------------------+--------------------------------+------------------+
| South Africa             | Data Engineering               |         100492   |
+--------------------------+--------------------------------+------------------+
| Mauritius                | Data Engineering               |         100000   |
+--------------------------+--------------------------------+------------------+
| Malta                    | Data Engineering               |          24000   |
+--------------------------+--------------------------------+------------------+
| India                    | Data Engineering               |          72928.6 |
+--------------------------+--------------------------------+------------------+
| Singapore                | Data Engineering               |         112000   |
+--------------------------+--------------------------------+------------------+
| United States            | Data Architecture and Modeling |         158586   |
+--------------------------+--------------------------------+------------------+
| Central African Republic | Data Analysis                  |          40000   |
+--------------------------+--------------------------------+------------------+
| Bulgaria                 | Data Analysis                  |          80000   |
+--------------------------+--------------------------------+------------------+
| China                    | Data Analysis                  |         125404   |
+--------------------------+--------------------------------+------------------+
| Ukraine                  | Data Analysis                  |         107571   |
+--------------------------+--------------------------------+------------------+
| Costa Rica               | Data Analysis                  |          20000   |
+--------------------------+--------------------------------+------------------+
| Armenia                  | Data Analysis                  |          33500   |
+--------------------------+--------------------------------+------------------+
| Kuwait                   | Data Analysis                  |          50000   |
+--------------------------+--------------------------------+------------------+
| Slovenia                 | Data Analysis                  |          50333.3 |
+--------------------------+--------------------------------+------------------+
| Egypt                    | Data Analysis                  |          46400   |
+--------------------------+--------------------------------+------------------+
| Kenya                    | Data Analysis                  |          65000   |
+--------------------------+--------------------------------+------------------+
| Georgia                  | Data Analysis                  |          57000   |
+--------------------------+--------------------------------+------------------+
| Poland                   | Data Analysis                  |         118727   |
+--------------------------+--------------------------------+------------------+
| Honduras                 | Data Analysis                  |          20000   |
+--------------------------+--------------------------------+------------------+
| Nigeria                  | Data Analysis                  |          55545.5 |
+--------------------------+--------------------------------+------------------+
| Indonesia                | Data Analysis                  |          15000   |
+--------------------------+--------------------------------+------------------+
| Luxembourg               | Data Analysis                  |          50000   |
+--------------------------+--------------------------------+------------------+
| Estonia                  | Data Analysis                  |          41600   |
+--------------------------+--------------------------------+------------------+
| Ghana                    | BI and Visualization           |          34250   |
+--------------------------+--------------------------------+------------------+
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